{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a href=\"https://colab.research.google.com/github/jermwatt/machine_learning_refined/blob/main/notes/8_Linear_unsupervised_learning/8_4_Recommender.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Chapter 8: Linear Unsupervised Learning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains interactive content from an early draft of the university textbook <a href=\"https://github.com/neonwatty/machine-learning-refined/tree/main\">\n",
    "Machine Learning Refined (2nd edition) </a>.\n",
    "\n",
    "The final draft significantly expands on this content and is available for <a href=\"https://github.com/neonwatty/machine-learning-refined/tree/main/chapter_pdfs\"> download as a PDF here</a>."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 8.4 Recommender Systems"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this Section we discuss the fundamental linear *Recommender System*, a popular unsupervised learning framework commonly employed by businesses to help automatically recommend products and services to their customers.  From the vantage of machine learning however, the basic Recommender System detailed here is simply a slight twist on  our core unsupervised learning technique: Principal Component Analysis (PCA).  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: github-clone in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (1.2.0)\n",
      "Requirement already satisfied: requests>=2.20.0 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from github-clone) (2.32.3)\n",
      "Requirement already satisfied: docopt>=0.6.2 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from github-clone) (0.6.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (3.4.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (3.10)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (2.2.3)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Users/jeremywatt/Desktop/machine-learning-refined/venv/lib/python3.10/site-packages (from requests>=2.20.0->github-clone) (2024.12.14)\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "chapter_8_datasets already cloned!\n",
      "chapter_8_library already cloned!\n",
      "chapter_8_images already cloned!\n",
      "chapter_8_videos already cloned!\n"
     ]
    }
   ],
   "source": [
    "# install github clone - allows for easy cloning of subdirectories\n",
    "!pip install github-clone\n",
    "from pathlib import Path \n",
    "\n",
    "# clone datasets\n",
    "if not Path('chapter_8_datasets').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/8_Linear_unsupervised_learning/chapter_8_datasets\n",
    "else:\n",
    "    print('chapter_8_datasets already cloned!')\n",
    "\n",
    "# clone library subdirectory\n",
    "if not Path('chapter_8_library').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/8_Linear_unsupervised_learning/chapter_8_library\n",
    "else:\n",
    "    print('chapter_8_library already cloned!')\n",
    "\n",
    "# clone images\n",
    "if not Path('chapter_8_images').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/8_Linear_unsupervised_learning/chapter_8_images\n",
    "else:\n",
    "    print('chapter_8_images already cloned!')\n",
    "\n",
    "# clone videos\n",
    "if not Path('chapter_8_videos').is_dir():\n",
    "    !ghclone https://github.com/neonwatty/machine-learning-refined-notes-assets/tree/main/notes/8_Linear_unsupervised_learning/chapter_8_videos\n",
    "else:\n",
    "    print('chapter_8_videos already cloned!')\n",
    "\n",
    "# append path for local library, data, and image import\n",
    "import sys\n",
    "sys.path.append('./chapter_8_library') \n",
    "sys.path.append('./chapter_8_images') \n",
    "sys.path.append('./chapter_8_datasets') \n",
    "\n",
    "# import section helper\n",
    "import section_8_4_helpers\n",
    "\n",
    "# image paths\n",
    "image_path_1 = \"chapter_8_images/Fig_9_11.png\"\n",
    "\n",
    "# standard imports\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import gridspec\n",
    "from IPython.display import Image\n",
    "import copy\n",
    "\n",
    "# import autograd-wrapped numpy\n",
    "import autograd.numpy as np\n",
    "\n",
    "# this is needed to compensate for matplotlib notebook's tendancy to blow up images when plotted inline\n",
    "%matplotlib inline\n",
    "from matplotlib import rcParams\n",
    "rcParams['figure.autolayout'] = True\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction and motivation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Recommender systems are heavily used in e-commerce today, providing customers with personalized recommendations for products and services by using a consumer's previous purchasing and rating history, along with those of similar customers.  For instance, a movie provider like Netflix with millions of users and tens of thousands of movies, records users' reviews and ratings (typically in the form of a number on a scale of 1-5 with 5 being the most favorable rating) in a large matrix such as the one illustrated below in the Figure. These matrices are very sparsely populated, since an individual consumer has likely rated only a small portion of the movies available. With this data available, online movie and commerce sites often use the unsupervised learning technique we discuss in this Section as their main technique for making personalized recommendations to customers regarding what they might like to watch / consume next. With the technique for producing personalized recommendations we discuss here - typically referred to as a *Recommender System* - we aim to intelligently guess the values of every missing entry in the ratings matrix (we *complete* the matrix).  Then, in order to recommend a new product to a given user, we examine our completely filled ratings matrix for products we have predicted the user would highly rate (and thus enjoy) and recommend these.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(image_path_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<figure>\n",
    "  <figcaption>   \n",
    "<strong>Figure 1:</strong> <em> A prototypical movie rating matrix is very sparsely populated, with each user having rated only a very small number of films. In this diagram movies are listed along rows with users along columns.  In order to properly recommend movies for users to watch we try to intelligently guess the missing values of this matrix, and then recommend movies that we predict users would highly rate (and therefore enjoy the most).\n",
    "  </em>  </figcaption> \n",
    "</figure>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Formal modeling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In what follows we will use the familiar notation $\\mathbf{x}_1,...,\\mathbf{x}_P$ to denote our input data, each of which has dimension $N$.   Here $\\mathbf{x}_p$ is our $p^{th}$ user's rating vector of - and is $N$ dimensional where $N$ is the total number of products / services available to be rated - and each is very sparsely populated (with whatever ratings user $p$ has input into the system).  Formally we can denote the index set of those products / services the $p^{th}$ user has rated - or in other words the index set of those non-empty entries of $\\mathbf{x}_p$ - as\n",
    "\n",
    "\\begin{equation}\n",
    "\\Omega = \\left \\{\\,\\,\\left(j,p\\right)\\,\\,\\rvert \\,\\,x_{j,\\,p}  \\,\\,\\text{exists}  \\right \\}.\n",
    "\\end{equation}\n",
    "\n",
    "Note here that $x_{j,\\,p}$ denotes the $j^{th}$ entry of the vector $\\mathbf{x}_p$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Stacking these user-rating vectors column-wise gives us our ratings matrix that we wish to complete\n",
    "\n",
    "\\begin{equation}\n",
    "\\mathbf{X} = \\begin{bmatrix} \n",
    "\\vert \\,\\,\\,\\,\\,\\, \\vert \\,\\,\\,\\,\\,...\\,\\,\\,\\,\\vert \\\\\n",
    "\\mathbf{x}_1 \\,\\, \\mathbf{x}_2 \\,\\,...\\,\\,\\mathbf{x}_P \\\\\n",
    "\\vert \\,\\,\\,\\,\\,\\, \\vert \\,\\,\\,\\,\\,...\\,\\,\\,\\,\\vert\n",
    "\\end{bmatrix}.\n",
    "\\end{equation}\n",
    "\n",
    "In order to complete a sparsely populated ratings matrix effectively - because the data we are aiming to fill in is literally missing - we have no choice but to make assumptions about how users' tastes behave in general.   The most common / simplest assumption we can make - and the one we discuss here - is that every user's tastes can be expressed as a linear combination of some small set of fundamental user taste-profiles.  For example, in the case of movies these profiles could include the prototypical romance movie lover, prototypical comedy movie lover, action movie lover, etc.,  The relatively small number of such categories or user types compared to the total number of users or movies / products / etc., in a ratings matrix, provides a useful framework to intelligently guess at the ratings matrix's missing values. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How does this assumption help us complete the ratings matrix?  In order to find out we need to translate this intuitive assumption into mathematics.  When stated mathematically this assumption says that there are some set of $K < N$ prototypical user-rating profile basis vectors $\\mathbf{c}_1,\\,\\mathbf{c}_2,\\,..,\\,\\mathbf{c}_K$ so that we can express (approximately) every *complete* user-profile vector (given also the ideal weights in each linear combination) as \n",
    "\n",
    "\\begin{equation}\n",
    "\\sum_{n=1}^K \\mathbf{c}_n w_{n,\\,p} \\approx \\mathbf{x}_p  \\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\, p=1...P.\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we stack our basis vectors together columnwise into a $N\\times K$ matrix $\\mathbf{C}$ this line above can be communicated more compactly as \n",
    "\n",
    "\\begin{equation}\n",
    " \\mathbf{C} \\mathbf{w}_{p} \\approx \\mathbf{x}_p  \\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\, p=1...P.\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From here we could then propose to square the difference of each desired approximation above and sum the result (which would give precisely the Least Squares cost function for PCA discussed in the previous Section).  But remember in the case of Recommender Systems we only have entries of $\\mathbf{X}$ belonging to the index set $\\Omega$.  For each $p$ we will denote the desired approximation over only this index set as\n",
    "\n",
    "\\begin{equation}\n",
    "\\left.\\left\\{ \\mathbf{C} \\mathbf{w}_{p} \\approx \\mathbf{x}_p \\right\\}\\right\\vert_{\\,\\Omega}  \\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\,\\, p=1...P.\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Squaring the difference between both sides of the above we can then form a Least Squares cost function for learning the parameters of our Recommender System (that closely mirrors the one we derived for PCA in the previous Section) as"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\\begin{equation}\n",
    "g\\left(\\mathbf{w}_1,...,\\mathbf{w}_P,\\mathbf{C}\\right) = \\frac{1}{P}\\sum_{p = 1}^P \\left \\Vert \\left.\\left\\{  \\mathbf{C} \\mathbf{w}_{p} - \\mathbf{x}_p \\right\\}\\right\\vert_{\\,\\Omega_p}\\right\\Vert_2^2.\n",
    "\\end{equation}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can call this the *Recommender Systems Least Squares* cost function."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note from here it is not possible, as we did with PCA in the previou Section, refine our pursuit to *orthogonal bases* (a pursuit we saw previously that led to the autoencoder and - eventually - the classic PCA solution) since we do not have access to every element of the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##  Optimizing the Recommender Systems model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So far we have seen how the setup and cost function of the linear Recommender Systems model mirrors PCA very closely.  Now we discuss how to minimize the Least Squares cost function above in order to recover optimal settings for our parameter vectors $\\mathbf{w}_1,...,\\mathbf{w}_p$ and $\\mathbf{c}_1,...,\\mathbf{c}_K$.  In the case of PCA, we saw in [Section 8.5](https://jermwatt.github.io/machine_learning_refined/notes/8_Linear_unsupervised_learning/8_5_Classic.html) how the additional assumption that our basis is *orthonormal* allowed us to derive mathematically simple forms for our ideal parameter vectors.  However here the additional wrinkle of the Recommender Systems model - that we only have access to data whose indices lie in the set $\\Omega$ - prohibits similar calculations.  Thus in short we must rely on an iterative method for learning ideal parameters here like gradient descent or coordinate / block-coordinate descent.  Here we show a few simple examples of minimizing the Recommender System Least Squares cost via gradient descent."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### <span style=\"color:#a50e3e;\">Example 1: </span>  Minimizing the Recommender Systems Least Squares cost function by gradient descent"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we write a `Python` implementation - called `least_squares` - of the Recommender Systems Least Squares cost detailed above.  For the sake of computational efficiency (to avoid explicit for loops) we implement the cost in its matrix form"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\begin{equation}\n",
    "g\\left(\\mathbf{W},\\mathbf{C}\\right) = \\frac{1}{P} \\left \\Vert \\left.\\left\\{  \\mathbf{C} \\mathbf{W} - \\mathbf{X} \\right\\}\\right\\vert_{\\,\\Omega_p}\\right\\Vert_F^2\n",
    "\\end{equation}\n",
    "\n",
    "where we have stacked the weight vectors together into a $K\\times P$ matrix column-wise precisely as done with $\\mathbf{C}$ and $\\mathbf{X}$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice a few features of our implementation below.  First note that we pack both variable matrices $\\mathbf{C}$ and $\\mathbf{W}$ into a single list as `w = [C,W]` - and pass this list of matrices in to the function as input.  Second notice the index set `Omega` in line `9`, which contains known values of the data matrix $\\mathbf{X}$.  Here in line `9` we literallly use this index set to sum up and square only the values in these indices from the difference $\\mathbf{C}\\mathbf{W} - \\mathbf{X}$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# an implementation of the least squares cost for recommender systems\n",
    "# here the weight matrices are loaded in a single list w = [C,W]\n",
    "def least_squares(w):  \n",
    "    # strip off C and W parameters\n",
    "    C = w[0]\n",
    "    W = w[1]\n",
    "    \n",
    "    # compute the least squares cost\n",
    "    cost = np.sum(((np.dot(C,W) - X).ravel()[Omega])**2)\n",
    "    return cost/float(np.size(Omega))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we construct a simulated ratings matrix for our tests.  This dataset - created via the ``make_random_test_matrix`` below creates a random ratings matrix of any desired size with integer entries in the range 1 to 5.  Then a user-defined percentage ``remove_perc`` of the entries of this matrix is removed, simulating an incomplete ratings matrix.  We first use it to create a small simulated ratings matrix with $P = 10$ and $N = 100$, with $75$% of its entries removed.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate test matrix\n",
    "def make_random_test_matrix(N,P,remove_perc):\n",
    "    # make full ratings matrix with integer scores 0 - 5\n",
    "    X_complete = np.round(5*np.random.rand(N,P))\n",
    "    X_test = copy.deepcopy(X_complete)\n",
    "\n",
    "    # remove percentage of entries\n",
    "    removal_portion = round(remove_perc*np.size(X_complete))\n",
    "    indices = np.random.permutation(np.size(X_complete))\n",
    "    Omega = indices[removal_portion:]\n",
    "    indices = indices[:removal_portion]\n",
    "    X_test.ravel()[indices] = np.nan\n",
    "    \n",
    "    # return both original matrix and incomplete version\n",
    "    return X_complete, X_test, Omega"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below we use our functionality to make a simulated test ratings matrix of size $N\\times P = 100 \\times 10$, and that has $75\\%$ of its entries removed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then run our algorithm on this matrix and plot the cost function history to make sure everything is running properly.  Here we will use $K = 5$ basis elements, half of the number used in generating the data.  Remember: the cost function history here is showing only our approximation to the known entries of the ratings matrix, whose indices lie in the set $\\Omega$."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we plot the training and testing cost function histories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# make a test matrix\n",
    "N = 100; P = 10; remove_perc = 0.75; \n",
    "X_complete, X_test, Omega_test = make_random_test_matrix(N,P,remove_perc)\n",
    "\n",
    "# run gradient descent to minimize the Least Squares cost for linear regression\n",
    "g = least_squares; max_its = 100; alpha_choice = 10**(0);\n",
    "X = copy.deepcopy(X_test); Omega = copy.deepcopy(Omega_test)\n",
    "\n",
    "# initialize both matrices of parameters\n",
    "num_elements = 5; scale = 0.1;\n",
    "C = scale*np.random.randn(X.shape[0],num_elements)\n",
    "W = scale*np.random.randn(num_elements,X.shape[1])\n",
    "w = [C,W]\n",
    "\n",
    "# run gradient descent\n",
    "weight_history,cost_history = section_8_4_helpers.gradient_descent(g,alpha_choice,max_its,w)\n",
    "\n",
    "# error on full dataset\n",
    "X = copy.deepcopy(X_complete); Omega = np.arange(np.size(X_complete));\n",
    "test_history = [least_squares(v) for v in weight_history]\n",
    "\n",
    "# plot the cost function history for a given run\n",
    "section_8_4_helpers.plot_cost_histories([cost_history,test_history],start = 0,points = False,labels = ['train cost','test cost'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# run loop over different K\n",
    "partial_costs = []\n",
    "full_costs = []\n",
    "\n",
    "# run gradient descent to minimize the Least Squares cost for linear regression\n",
    "g = least_squares; max_its = 50; alpha_choice = 10**(0);\n",
    "X = copy.deepcopy(X_test); Omega = copy.deepcopy(Omega_test)\n",
    "    \n",
    "# make a test matrix\n",
    "my_ks = [1,2,3,4,5,6,7,8,9,10,11,12]\n",
    "for K in my_ks:\n",
    "    # generate initialization for basis\n",
    "    C = scale*np.random.randn(X.shape[0],K)\n",
    "    W = scale*np.random.randn(K,X.shape[1])\n",
    "    w = [C,W]\n",
    "\n",
    "    # run gradient descent\n",
    "    X = copy.deepcopy(X_test); Omega = copy.deepcopy(Omega_test)\n",
    "    weight_history,cost_history = section_8_4_helpers.gradient_descent(g,alpha_choice,max_its,w)\n",
    "\n",
    "    # error on full dataset\n",
    "    X = copy.deepcopy(X_complete); Omega = np.arange(np.size(X_complete));\n",
    "    test_history = [least_squares(v) for v in weight_history]\n",
    "    ind = np.argmin(test_history)\n",
    "    \n",
    "    partial_costs.append(cost_history[ind])\n",
    "    full_costs.append(test_history[ind])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, to get a sense of how well we can learn entries in the matrix we did *not* have to begin with we run the same experiment as above only over a range of values for $K=1,...,9$ and plot the cost function value on a) only the values we are given and b) the entire original matrix.  Afterwards we plot both cost function histories."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot cost function history\n",
    "histories = [partial_costs,full_costs]\n",
    "section_8_4_helpers.compare_histories(histories,label1 = 'cost on given entries',label2 = 'cost on entire original matrix',plot_range = my_ks)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The sort of behavior seen here - where the cost value on the full original matrix reaches a minimum for some intermediary value of $K$ - is quite common.  This is due to the fact that as we increase $K$ here we begin - after a certain value (here $K = 2$) -  to fit very well to our known entries at the expense of generalization (i.e., we begin to fit worse to values we cannot see).  This *overfitting* problem is a common one we will address more systematically in the next Chapter.  "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  },
  "toc": {
   "colors": {
    "hover_highlight": "#DAA520",
    "navigate_num": "#000000",
    "navigate_text": "#333333",
    "running_highlight": "#FF0000",
    "selected_highlight": "#FFD700",
    "sidebar_border": "#EEEEEE",
    "wrapper_background": "#FFFFFF"
   },
   "moveMenuLeft": true,
   "nav_menu": {
    "height": "138px",
    "width": "252px"
   },
   "navigate_menu": true,
   "number_sections": true,
   "sideBar": true,
   "threshold": 4,
   "toc_cell": false,
   "toc_position": {
    "height": "631.733px",
    "left": "0px",
    "right": "1228px",
    "top": "116.267px",
    "width": "212px"
   },
   "toc_section_display": "block",
   "toc_window_display": false,
   "widenNotebook": false
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 1,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
